# Leave-One-Out Country Analysis

Full sample: Z1 = 90.16 (N = 4,319)

LOO range: [83.6, 96.8] (spread = 14.7% of full estimate)

## Most Influential Countries (Dropping Reduces Z1)

| Country | Z1 | Change (%) |
|---|---|---|
| LBY | 83.57 | -7.3% |
| ABW | 85.76 | -4.9% |
| SAU | 86.72 | -3.8% |
| MLI | 86.81 | -3.7% |
| KWT | 87.29 | -3.2% |

## Most Influential Countries (Dropping Increases Z1)

| Country | Z1 | Change (%) |
|---|---|---|
| MDV | 92.90 | +3.0% |
| AGO | 93.33 | +3.5% |
| GRC | 93.34 | +3.5% |
| CHN | 93.42 | +3.6% |
| GIN | 96.80 | +7.4% |

*LOO on gross_national_savings_gdp. 158 countries.*